Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "44"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 44 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 95 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 93 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 44, Node N05:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459912 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.487847 0.056705 -0.666109 -0.625122 -0.346045 1.239922 -0.934726 -0.113056 0.6835 0.6994 0.3998 nan nan
2459911 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.477712 0.017622 -0.702856 -0.758305 0.014195 0.736695 0.038910 0.138652 0.6805 0.6968 0.4046 nan nan
2459910 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.469208 0.198769 -1.309147 -0.207891 -0.039181 0.568410 -0.680225 -0.668756 0.6834 0.6980 0.4021 nan nan
2459909 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.559866 0.331718 -1.463634 -0.149513 -0.112287 0.722038 -0.802839 -0.669461 0.6817 0.6968 0.4020 nan nan
2459908 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.617178 0.458750 -1.329258 -0.059848 -0.204343 0.671666 -0.823956 -0.487310 0.6892 0.7044 0.4003 nan nan
2459907 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.698138 0.155796 -0.872604 -0.702660 0.051741 0.509780 -0.512167 0.013117 0.6870 0.7018 0.3974 nan nan
2459906 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.582447 0.162769 -1.007001 -0.285794 -0.510185 0.684492 -0.449562 0.262425 0.6771 0.6922 0.4006 nan nan
2459905 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.629928 0.108089 -0.594834 -0.865871 -0.537890 0.101699 -0.991767 -0.606895 0.0537 0.0519 0.0065 nan nan
2459904 digital_ok 0.00% 91.14% 91.14% 0.00% - - -1.634205 0.008485 -0.372144 -0.426740 -0.755794 0.334046 -1.067681 -0.358367 0.1184 0.1133 0.0337 nan nan
2459903 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.760918 0.181663 -1.299150 0.229823 -0.303031 0.568640 -0.535606 -0.253630 0.6812 0.6953 0.3959 nan nan
2459902 digital_ok 0.00% 0.00% 0.00% 0.00% - - -2.004741 0.251341 -0.574372 -0.627232 -0.334106 0.006626 -0.888772 -0.552868 0.6877 0.6974 0.3872 nan nan
2459901 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.930848 0.349277 -0.914303 -0.388798 -0.269925 0.433225 -0.755727 -0.106439 0.6749 0.6865 0.4145 nan nan
2459900 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.744124 0.513202 -1.384553 0.172580 -0.712770 0.376904 -1.061766 -0.481368 0.6348 0.6507 0.3369 nan nan
2459898 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.530650 0.126123 -1.383766 0.122905 0.352938 0.783567 -0.157238 0.509717 0.6888 0.6970 0.3950 nan nan
2459897 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.614819 -0.025833 -0.477393 -0.396991 -0.331128 0.594941 -1.273660 -0.532489 0.0543 0.0499 0.0054 nan nan
2459896 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.446932 0.088541 -1.279200 0.142648 0.231214 0.961558 -0.651416 -0.458543 0.0533 0.0494 0.0053 nan nan
2459895 digital_ok 0.00% 7.62% 5.24% 0.00% - - -1.744435 -0.386497 -0.581403 -0.788699 -0.851698 0.133784 -1.838827 -1.077468 0.6685 0.6764 0.2437 nan nan
2459894 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.792930 -0.111387 -1.003506 0.186484 0.131675 0.920813 -0.135568 0.107238 0.7050 0.7061 0.3753 nan nan
2459893 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.449905 0.082730 -0.772780 -0.416402 -0.827828 0.531298 -1.319214 -0.547388 0.7034 0.7073 0.3813 nan nan
2459892 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.825679 2.562499 -0.737693 -0.808946 1.827056 -0.279518 72.176118 13.565419 0.6748 0.6965 0.3719 nan nan
2459891 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.976990 2.534471 -0.137836 -0.040121 0.777975 -0.258960 9.340139 4.668164 0.6737 0.6874 0.3750 nan nan
2459890 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.185626 3.198399 -0.801535 -0.980264 3.848706 1.709196 44.193650 15.553838 0.6699 0.6802 0.3716 nan nan
2459889 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.786236 1.956591 -1.040874 -0.836719 0.333830 -0.182872 10.065690 8.630993 0.6881 0.6895 0.3698 nan nan
2459888 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.801019 2.180995 0.104600 -0.139924 0.483806 0.909066 10.110144 8.501698 0.7022 0.7053 0.3623 nan nan
2459887 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.802424 1.919630 0.255518 -0.267513 0.525201 0.514759 22.242869 19.096329 0.6874 0.6897 0.3706 nan nan
2459886 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.599540 0.463957 0.301777 -0.064026 0.054019 -0.211304 1.927547 1.081143 0.7637 0.7457 0.3108 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.944953 3.787264 1.771239 4.313904 3.573086 0.673699 27.693801 8.426073 0.7265 0.7293 0.3362 nan nan
2459884 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.528458 2.041845 0.017792 -0.268184 0.894397 0.658755 25.441376 22.262178 0.6811 0.6825 0.3747 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.606302 2.925080 0.866227 3.837385 3.685446 0.545118 163.372792 67.440167 0.6797 0.6930 0.3619 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 31.577039 4.116087 2.203395 -0.142857 7.671338 1.132169 204.436155 29.278046 0.6558 0.6938 0.3604 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.402285 1.859750 2.669992 5.197082 1.573741 0.410479 17.621692 14.008978 0.7239 0.7365 0.3175 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.126678 4.161167 0.744397 3.620989 4.510454 1.785858 99.764165 31.136366 0.6728 0.6861 0.3710 nan nan
2459879 digital_ok 100.00% 0.00% 0.00% 0.00% - - 19.403194 1.802848 0.431393 -0.004138 3.446393 0.337585 42.659170 6.526288 0.6055 0.6851 0.3881 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - 11.921330 3.248943 1.586870 5.147721 8.047189 0.948243 285.635525 44.953063 0.6532 0.6926 0.3840 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.371340 2.287021 0.364390 -0.415004 2.888386 1.644371 14.725492 10.880322 0.6906 0.6907 0.3752 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.502398 2.750468 0.183857 0.097997 0.750951 0.011712 10.038300 5.039821 0.7008 0.7115 0.3743 nan nan
2459874 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 29.525917 3.387628 0.672598 -0.492180 18.266713 0.443557 30.551471 4.642318 0.6586 0.6873 0.3722 nan nan
2459873 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.314682 3.231342 1.523293 2.551944 1.717694 0.292962 22.082332 10.307629 0.6991 0.6846 0.3573 nan nan
2459872 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.494963 1.391322 3.430018 4.106251 4.293955 1.482931 12.055293 6.298480 0.6844 0.6913 0.3762 nan nan
2459871 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.188914 2.415319 2.162079 4.267177 1.077239 1.166910 7.410649 9.711910 0.6979 0.6855 0.3665 nan nan
2459870 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 33.643903 2.296053 1.861837 -0.063655 14.297071 0.002301 51.236535 3.725812 0.6657 0.6948 0.3699 nan nan
2459869 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.675575 2.083470 0.306083 0.000943 1.528513 -0.115950 6.602807 2.431756 0.7126 0.7152 0.3619 nan nan
2459868 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 56.724739 2.515693 6.439467 4.740083 5.741582 0.389021 42.386621 15.519064 0.6021 0.6894 0.3648 nan nan
2459867 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 40.057074 2.243273 4.832839 3.607619 2.137590 -0.443894 12.686950 4.128043 0.6219 0.6923 0.3663 nan nan
2459866 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 42.632004 2.145779 4.316515 3.106850 5.160463 0.266316 59.142020 13.207811 0.6240 0.6961 0.3634 nan nan
2459865 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.407649 3.070249 -0.414167 -0.397333 2.499991 -0.054108 11.994124 1.445886 0.7262 0.7198 0.3426 nan nan
2459864 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.954607 6.056034 -1.137883 -1.156119 0.327128 0.833459 3.753612 12.597504 0.6989 0.6817 0.3884 nan nan
2459863 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.798499 2.368768 0.394508 0.504491 6.133604 0.694675 34.235433 12.848519 0.6783 0.6708 0.3757 nan nan
2459862 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.193451 2.685374 0.390788 0.240077 0.659906 0.400999 5.806440 3.405871 0.6757 0.7043 0.3950 nan nan
2459861 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.350318 1.325506 0.557843 0.707513 5.575758 0.405788 17.401400 4.292763 0.6756 0.6891 0.3837 nan nan
2459860 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.645672 2.203713 0.674122 -0.033240 1.548631 -0.032733 8.633715 2.219245 0.7104 0.6845 0.3886 nan nan
2459859 digital_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.833006 2.635543 0.661967 0.731325 0.804493 0.578857 13.059286 22.687538 0.7131 0.6837 0.3866 nan nan
2459858 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.179344 2.577609 0.629934 0.607094 2.762822 0.655986 21.527566 6.104642 0.7183 0.6940 0.3967 2.729817 2.539803
2459857 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.737614 -0.258063 -0.536740 -0.767209 -0.262318 -0.742614 -0.080213 -0.585426 0.0256 0.0254 0.0005 nan nan
2459856 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.861267 3.485401 0.954213 -0.211165 -0.043671 -0.118644 5.356153 4.170625 0.7151 0.7073 0.3848 2.833981 2.627502
2459855 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 25.699256 3.365544 1.078009 -0.320132 7.578385 -0.083177 11.327214 6.241234 0.6502 0.7154 0.4110 2.779523 2.763180
2459854 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 26.575135 3.821514 0.532629 -0.608468 8.865331 -0.271489 12.534808 2.181617 0.6732 0.7442 0.4188 2.554971 2.484062
2459853 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.106429 2.265629 0.304628 -0.677355 7.546225 -0.274065 32.937583 12.933379 0.7154 0.6966 0.3980 2.828087 2.707054
2459852 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.928887 1.453166 -0.408174 -0.780586 4.908420 1.251400 2.117985 0.485887 0.8340 0.8447 0.2288 4.835719 4.516603
2459851 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.865332 1.060810 -0.224512 -0.611234 -0.369032 -0.409323 -0.128453 -0.997750 0.7562 0.7565 0.3296 3.206028 3.170841
2459850 digital_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.653715 1.763657 0.002736 -0.594706 0.038439 -0.661014 -0.470547 -0.837631 0.0557 0.0480 0.0038 1.189620 1.190050
2459849 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.785305 2.683291 1.343646 -0.509069 8.956043 -0.210257 19.584104 3.628425 0.0586 0.0511 0.0041 1.212571 1.211234
2459848 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.425168 2.808217 1.449197 -0.681661 1.890105 -0.112313 11.302603 4.970805 0.0592 0.0504 0.0028 1.224744 1.217713
2459847 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.941679 1.864717 1.490442 -0.615777 13.094046 0.072344 81.454135 7.608559 0.0466 0.0446 0.0041 1.201114 1.200793
2459846 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.060742 1.468255 0.373165 -0.599717 6.358430 0.280780 22.630268 2.930634 0.0655 0.0481 0.0025 1.218483 1.211393
2459845 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.773370 3.322278 1.465044 0.408462 11.951355 0.786401 46.175614 17.629941 0.7257 0.7638 0.3588 5.761107 6.933267
2459844 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 3.764925 0.492366 5.156471 3.661905 0.276942 0.101182 0.410799 -0.632997 0.0255 0.0250 0.0006 nan nan
2459843 digital_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 3.362164 2.557196 10.358821 9.517660 3.958690 4.027538 14.297383 9.130444 0.7558 0.7647 0.3671 4.109246 3.922218

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 44: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 1.239922 0.056705 -1.487847 -0.625122 -0.666109 1.239922 -0.346045 -0.113056 -0.934726

Antenna 44: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.736695 0.017622 -1.477712 -0.758305 -0.702856 0.736695 0.014195 0.138652 0.038910

Antenna 44: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.568410 0.198769 -1.469208 -0.207891 -1.309147 0.568410 -0.039181 -0.668756 -0.680225

Antenna 44: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.722038 0.331718 -1.559866 -0.149513 -1.463634 0.722038 -0.112287 -0.669461 -0.802839

Antenna 44: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.671666 -1.617178 0.458750 -1.329258 -0.059848 -0.204343 0.671666 -0.823956 -0.487310

Antenna 44: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.509780 0.155796 -1.698138 -0.702660 -0.872604 0.509780 0.051741 0.013117 -0.512167

Antenna 44: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.684492 0.162769 -1.582447 -0.285794 -1.007001 0.684492 -0.510185 0.262425 -0.449562

Antenna 44: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Shape 0.108089 0.108089 -1.629928 -0.865871 -0.594834 0.101699 -0.537890 -0.606895 -0.991767

Antenna 44: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.334046 0.008485 -1.634205 -0.426740 -0.372144 0.334046 -0.755794 -0.358367 -1.067681

Antenna 44: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.568640 0.181663 -1.760918 0.229823 -1.299150 0.568640 -0.303031 -0.253630 -0.535606

Antenna 44: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Shape 0.251341 -2.004741 0.251341 -0.574372 -0.627232 -0.334106 0.006626 -0.888772 -0.552868

Antenna 44: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.433225 -1.930848 0.349277 -0.914303 -0.388798 -0.269925 0.433225 -0.755727 -0.106439

Antenna 44: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Shape 0.513202 -1.744124 0.513202 -1.384553 0.172580 -0.712770 0.376904 -1.061766 -0.481368

Antenna 44: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.783567 0.126123 -1.530650 0.122905 -1.383766 0.783567 0.352938 0.509717 -0.157238

Antenna 44: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.594941 -0.025833 -1.614819 -0.396991 -0.477393 0.594941 -0.331128 -0.532489 -1.273660

Antenna 44: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.961558 0.088541 -1.446932 0.142648 -1.279200 0.961558 0.231214 -0.458543 -0.651416

Antenna 44: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.133784 -1.744435 -0.386497 -0.581403 -0.788699 -0.851698 0.133784 -1.838827 -1.077468

Antenna 44: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.920813 -0.111387 -1.792930 0.186484 -1.003506 0.920813 0.131675 0.107238 -0.135568

Antenna 44: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.531298 -1.449905 0.082730 -0.772780 -0.416402 -0.827828 0.531298 -1.319214 -0.547388

Antenna 44: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 72.176118 2.562499 4.825679 -0.808946 -0.737693 -0.279518 1.827056 13.565419 72.176118

Antenna 44: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 9.340139 1.976990 2.534471 -0.137836 -0.040121 0.777975 -0.258960 9.340139 4.668164

Antenna 44: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 44.193650 3.198399 4.185626 -0.980264 -0.801535 1.709196 3.848706 15.553838 44.193650

Antenna 44: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 10.065690 0.786236 1.956591 -1.040874 -0.836719 0.333830 -0.182872 10.065690 8.630993

Antenna 44: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 10.110144 2.180995 0.801019 -0.139924 0.104600 0.909066 0.483806 8.501698 10.110144

Antenna 44: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 22.242869 1.919630 0.802424 -0.267513 0.255518 0.514759 0.525201 19.096329 22.242869

Antenna 44: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 1.927547 -0.599540 0.463957 0.301777 -0.064026 0.054019 -0.211304 1.927547 1.081143

Antenna 44: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 27.693801 3.787264 3.944953 4.313904 1.771239 0.673699 3.573086 8.426073 27.693801

Antenna 44: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 25.441376 2.041845 0.528458 -0.268184 0.017792 0.658755 0.894397 22.262178 25.441376

Antenna 44: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 163.372792 2.925080 5.606302 3.837385 0.866227 0.545118 3.685446 67.440167 163.372792

Antenna 44: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 204.436155 4.116087 31.577039 -0.142857 2.203395 1.132169 7.671338 29.278046 204.436155

Antenna 44: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 17.621692 1.859750 1.402285 5.197082 2.669992 0.410479 1.573741 14.008978 17.621692

Antenna 44: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 99.764165 4.161167 6.126678 3.620989 0.744397 1.785858 4.510454 31.136366 99.764165

Antenna 44: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 42.659170 1.802848 19.403194 -0.004138 0.431393 0.337585 3.446393 6.526288 42.659170

Antenna 44: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 285.635525 3.248943 11.921330 5.147721 1.586870 0.948243 8.047189 44.953063 285.635525

Antenna 44: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 14.725492 3.371340 2.287021 0.364390 -0.415004 2.888386 1.644371 14.725492 10.880322

Antenna 44: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_ok ee Temporal Discontinuties 10.038300 2.502398 2.750468 0.183857 0.097997 0.750951 0.011712 10.038300 5.039821

Antenna 44: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 30.551471 29.525917 3.387628 0.672598 -0.492180 18.266713 0.443557 30.551471 4.642318

Antenna 44: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 22.082332 3.314682 3.231342 1.523293 2.551944 1.717694 0.292962 22.082332 10.307629

Antenna 44: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 12.055293 1.391322 5.494963 4.106251 3.430018 1.482931 4.293955 6.298480 12.055293

Antenna 44: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance nn Temporal Discontinuties 9.711910 2.415319 1.188914 4.267177 2.162079 1.166910 1.077239 9.711910 7.410649

Antenna 44: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 51.236535 33.643903 2.296053 1.861837 -0.063655 14.297071 0.002301 51.236535 3.725812

Antenna 44: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 6.602807 2.675575 2.083470 0.306083 0.000943 1.528513 -0.115950 6.602807 2.431756

Antenna 44: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Shape 56.724739 56.724739 2.515693 6.439467 4.740083 5.741582 0.389021 42.386621 15.519064

Antenna 44: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Shape 40.057074 40.057074 2.243273 4.832839 3.607619 2.137590 -0.443894 12.686950 4.128043

Antenna 44: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 59.142020 2.145779 42.632004 3.106850 4.316515 0.266316 5.160463 13.207811 59.142020

Antenna 44: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 11.994124 5.407649 3.070249 -0.414167 -0.397333 2.499991 -0.054108 11.994124 1.445886

Antenna 44: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance nn Temporal Discontinuties 12.597504 6.056034 5.954607 -1.156119 -1.137883 0.833459 0.327128 12.597504 3.753612

Antenna 44: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 34.235433 10.798499 2.368768 0.394508 0.504491 6.133604 0.694675 34.235433 12.848519

Antenna 44: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 5.806440 3.193451 2.685374 0.390788 0.240077 0.659906 0.400999 5.806440 3.405871

Antenna 44: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 17.401400 1.325506 10.350318 0.707513 0.557843 0.405788 5.575758 4.292763 17.401400

Antenna 44: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 8.633715 2.645672 2.203713 0.674122 -0.033240 1.548631 -0.032733 8.633715 2.219245

Antenna 44: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance nn Temporal Discontinuties 22.687538 1.833006 2.635543 0.661967 0.731325 0.804493 0.578857 13.059286 22.687538

Antenna 44: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 21.527566 2.577609 4.179344 0.607094 0.629934 0.655986 2.762822 6.104642 21.527566

Antenna 44: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties -0.080213 -0.258063 -0.737614 -0.767209 -0.536740 -0.742614 -0.262318 -0.585426 -0.080213

Antenna 44: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 5.356153 3.861267 3.485401 0.954213 -0.211165 -0.043671 -0.118644 5.356153 4.170625

Antenna 44: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Shape 25.699256 3.365544 25.699256 -0.320132 1.078009 -0.083177 7.578385 6.241234 11.327214

Antenna 44: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Shape 26.575135 3.821514 26.575135 -0.608468 0.532629 -0.271489 8.865331 2.181617 12.534808

Antenna 44: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 32.937583 2.265629 11.106429 -0.677355 0.304628 -0.274065 7.546225 12.933379 32.937583

Antenna 44: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Variability 4.908420 0.928887 1.453166 -0.408174 -0.780586 4.908420 1.251400 2.117985 0.485887

Antenna 44: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Shape 1.865332 1.865332 1.060810 -0.224512 -0.611234 -0.369032 -0.409323 -0.128453 -0.997750

Antenna 44: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Shape 2.653715 2.653715 1.763657 0.002736 -0.594706 0.038439 -0.661014 -0.470547 -0.837631

Antenna 44: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 19.584104 9.785305 2.683291 1.343646 -0.509069 8.956043 -0.210257 19.584104 3.628425

Antenna 44: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 11.302603 2.808217 3.425168 -0.681661 1.449197 -0.112313 1.890105 4.970805 11.302603

Antenna 44: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 81.454135 1.864717 23.941679 -0.615777 1.490442 0.072344 13.094046 7.608559 81.454135

Antenna 44: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 22.630268 13.060742 1.468255 0.373165 -0.599717 6.358430 0.280780 22.630268 2.930634

Antenna 44: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 46.175614 3.322278 15.773370 0.408462 1.465044 0.786401 11.951355 17.629941 46.175614

Antenna 44: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Power 5.156471 3.764925 0.492366 5.156471 3.661905 0.276942 0.101182 0.410799 -0.632997

Antenna 44: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Discontinuties 14.297383 2.557196 3.362164 9.517660 10.358821 4.027538 3.958690 9.130444 14.297383
In [ ]: